Pattern-wise anomalies refer to anomalous sub-sequences which typically showcase discords or irregularities. These anomalies are defined in [1]} by modeling a time-series \(X\)  with spectral structural analysis [2]} as follows,
\(X=\rho (2 \pi \omega T) + \tau (T),\) 
